Literature DB >> 9886649

The unitary modification rules for neural networks with excitatory and inhibitory synaptic plasticity.

I G Silkis1.   

Abstract

The unitary Hebbian modification rules for homo-, hetero- and associative LTP and LTD of excitatory and inhibitory synaptic transmission in the neocortex and hippocampus is proposed. To provide the realization of Hebbian rule it is postulated that only synapses activated by the transmitter are modifiable. The necessary condition for the induction of heterosynaptic LTD is the convergence of homo- and heterosynaptic afferents on both the target cell and 'common' inhibitory interneuron; and modification of common inhibitory pathway efficacy. It is revealed by computational model of postsynaptic processes that in a stationary state post-tetanic synaptic efficacy does not depend on the initial efficacy but is completely defined by the amount of transmitter released during tetanization. Excitatory (inhibitory) synaptic efficacy monotonically increases (decreases) with the intracellular Ca2+ rise that is proportional to stimulation frequency enlargement. Hebbian rule, the coincidence of pre- and postsynaptic cell activity, is only necessary conditions for synaptic plasticity. Modification, such as simultaneous LTP of excitation and LTD of inhibition (LTD of excitation and LTP of inhibition) could be obtained only due to variations in pre- and/or postsynaptic activity and subsequent positive (negative) shift in the ratio between protein kinases and phosphatases in reference to prior ratio.

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Year:  1998        PMID: 9886649     DOI: 10.1016/s0303-2647(98)00067-7

Source DB:  PubMed          Journal:  Biosystems        ISSN: 0303-2647            Impact factor:   1.973


  4 in total

1.  The involvement of dopamine in strengthening cortical signals activating NMDA receptors in the striatum (a hypothetical mechanism).

Authors:  I G Sil'kis
Journal:  Neurosci Behav Physiol       Date:  2003-05

Review 2.  A possible mechanism for the effect of neuromodulators and modifiable inhibition on long-term potentiation and depression of the excitatory inputs to hippocampal principal cells.

Authors:  I G Sil'kis
Journal:  Neurosci Behav Physiol       Date:  2003-07

3.  A possible mechanism for the effect of modifiable lateral inhibition in the striatum on the selection of conditioned reflex motor responses.

Authors:  I G Sil'kis
Journal:  Neurosci Behav Physiol       Date:  2006-07

4.  Comparison of Pattern Discrimination Mechanisms of Hebbian and Spatiotemporal Learning Rules in Self-Organization.

Authors:  Hiromichi Tsukada; Minoru Tsukada
Journal:  Front Syst Neurosci       Date:  2021-03-29
  4 in total

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